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Hybrid Reinforcement/Supervised Learning of Dialogue Policies from Fixed Data Sets
data set Computing language
2015/9/6
We propose a method for learning dialogue management policies from a fixed data set. The method
addresses the challenges posed by Information State Update (ISU)-based dialogue systems, which
r...
Cross-lingual Projected Expectation Regularization for Weakly Supervised Learning
Cross-lingual Projected Expectation Regularization Weakly Supervised Learning
2015/6/12
We consider a multilingual weakly supervised learning scenario where knowledge from annotated corpora in a resource-rich language is transferred via bitext to guide the learning in other languages. Pa...
Automating Crowd-supervised Learning for Spoken Language Systems
Crowd-supervised Learning Spoken Language Systems
2015/3/9
Automating Crowd-supervised Learning for Spoken Language Systems.
Semi-supervised Learning for Image Annotation Based on Conditional Random Fields（图）
Image Annotation Conditional Random Fields
2015/1/24
Automatic image annotation (AIA) has been proved to be an effective and promising solution to automatically deduce the high-level semantics from low-level visual features. Due to the inherent ambiguit...